The source adds: "To allow for skills penetration comparisons across countries, the skills genomes are calculated and a relevant benchmark is selected (e.g., global average). A ratio is then constructed between a country’s and the benchmark’s AI skills penetrations, controlling for occupations."
Citation formats
AI skills' relative penetration rate worldwide 2015-2025, by region
Between 2015 and 2025, artificial intelligence (AI) skills in India were featured in LinkedIn profiles **** times more prominently than on average globally. Thus, India maintained its position as a global leader in relative AI skill penetration. The United States and Germany followed, with relative AI skill penetration rates of **** and respectively.
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Stanford University. (April 29, 2026). Relative penetration rate of artificial intelligence (AI) skills based on LinkedIn profiles from 2015 to 2025 worldwide, by region [Graph]. In ÌÇÐÄÆƽâ°æ. Retrieved July 15, 2026, from /statistics/1472152/relative-ai-skill-penetration-rate-by-region/
Stanford University. "Relative penetration rate of artificial intelligence (AI) skills based on LinkedIn profiles from 2015 to 2025 worldwide, by region." Chart. April 29, 2026. ÌÇÐÄÆƽâ°æ. Accessed July 15, 2026. /statistics/1472152/relative-ai-skill-penetration-rate-by-region/
Stanford University. (2026). Relative penetration rate of artificial intelligence (AI) skills based on LinkedIn profiles from 2015 to 2025 worldwide, by region. ÌÇÐÄÆƽâ°æ. ÌÇÐÄÆƽâ°æ Inc.. Accessed: July 15, 2026. /statistics/1472152/relative-ai-skill-penetration-rate-by-region/
Stanford University. "Relative Penetration Rate of Artificial Intelligence (Ai) Skills Based on Linkedin Profiles from 2015 to 2025 Worldwide, by Region." ÌÇÐÄÆƽâ°æ, ÌÇÐÄÆƽâ°æ Inc., 29 Apr 2026, /statistics/1472152/relative-ai-skill-penetration-rate-by-region/
Stanford University, Relative penetration rate of artificial intelligence (AI) skills based on LinkedIn profiles from 2015 to 2025 worldwide, by region ÌÇÐÄÆƽâ°æ, /statistics/1472152/relative-ai-skill-penetration-rate-by-region/ (last visited July 15, 2026)
Relative penetration rate of artificial intelligence (AI) skills based on LinkedIn profiles from 2015 to 2025 worldwide, by region [Graph], Stanford University, April 29, 2026. [Online]. Available: /statistics/1472152/relative-ai-skill-penetration-rate-by-region/
